 MSA Transformer is a powerful tool for generating new proteins with desired properties. It can be used to create sequences with similar or better properties than those found in natural data sets, even for small protein families. This makes it a promising candidate for protein sequence generation and protein design. This article was authored by Domino Scarbosa, Ambuto Lupo and Anne Florence Bitball.